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Academic Achievements
Publications:
- Yunlong Cheng, Hongji Dong, Tianyao Shi, Xiaofeng Gao and Guihai Chen, An Interference-Aware QoS Violation Alleviation Framework for Multi-Tenancy Public Clouds, 2025. (Preparing for submission to TPDS)
- Jiaxi Wu*, Yunlong Cheng*, Jibin Wang, Wenquan Yang, Xiaofeng Gao and Guihai Chen, Online Virtual Machine Provisioning under Uncertainty: A Robust Approach to Ultimate Resource Utilization, submitted to IEEE Transactions on Cybernetics, 2025. (Under review)
- Yunlong Cheng, Tin Ping Chan, Jiadong Chen and Xiaofeng Gao, PADMA: Prediction-Aware Dynamic VM Scheduling in Multi-NUMA Clouds with Transformer-based PPO, submitted to INFOCOM, 2026. (Under review)
- Hongji Dong, Yunlong Cheng, Tin Ping Chan, Xiaofeng Gao and Guihai Chen, TRACE: A Targeted Recommender for VM Assignment in Cloud Environment, IEEE International Conference on Cluster Computing (CLUSTER), Edinburgh, Scotland, September 2-5, 2025. (To Appear)
- Jiale Zhang, Yang Luo, Yunlong Cheng, Leixia Wang, Xiaofeng Gao, Xiaochun Yang and Guihai Chen, Timely Watchers: Cost-Effective Schedule for Urban Sensor Patrols, The 19th International Conference on Wireless Artificial Intelligent Computing Systems and Applications (WASA), Tokyo, Japan, June 24-26, 2025. (Best Paper Award)
- Yunlong Cheng, Tianyao Shi, Xiuyuan Wei, Yulong Song, Xiaofeng Gao, Zhipeng Bian and Zhenli Sheng, Predicting Enterprise Users' Consuming Potential for Cloud Services, In 30th International Conference on Database Systems for Advanced Applications (DASFAA), Singapore, May 26-29, 2025.
- Tin Ping Chan, Yunlong Cheng, Yizhan Zhu, Xiaofeng Gao and Guihai Chen, Symmetry-Preserving Architecture for Multi-NUMA Environments (SPANE): A Deep Reinforcement Learning Approach for Dynamic VM Scheduling, IEEE International Conference on Computer Communications (INFOCOM), London, United Kingdom, May 19-22, 2025.
- Yunzhe Li, Hongzi Zhu, Zhuohong Deng, Yunlong Cheng, Zimu Zheng, Liang Zhang, Shan Chang and Minyi Guo, A Scene-aware Model Adaptation Scheme for Cross-scene Online Inference on Mobile Devices, IEEE Transactions on Mobile Computing (TMC), 2025.
- Yucen Gao, Yunlong Cheng, Chan Tin Ping, Xiaofeng Gao and Guihai Chen, RL with Balanced Reward and Masking Mechanism for Multi-NUMA Virtual Machine Scheduling, Conference on Ubiquitous Information Management and Communication (IMCOM), Thailand, January 3-5, 2025.
- Yunlong Cheng, Xiuqi Huang, Zifeng Liu, Jiadong Chen, Xiaofeng Gao, Zhen Fang, Yongqiang Yang, FEDGE: An Interference-Aware QoS Prediction Framework for Black-Box Scenario in IaaS Clouds with Domain Generalization, The 38th International Parallel & Distributed Processing Symposium (IPDPS), San Francisco, California, May 27-31, 2024.
Research Experience
Current research projects include: Interference-Aware QoS Violation Alleviation Framework, Online Virtual Machine Provisioning, Prediction-Aware Dynamic VM Scheduling, etc.
Education
Bachelor's Degree: Shanghai Jiao Tong University, Computer Science and Technology, 2021; PhD: Shanghai Jiao Tong University, Computer Science and Technology, in progress, Supervisor: Prof. Xiaofeng Gao.
Background
Research Interests: Cloud Computing, Data Mining, Prediction, Scheduling Algorithms. Biography: Yunlong Cheng earned the B.E. degree in Computer Science and Technology from Shanghai Jiao Tong University, China, in 2021. Currently, he is pursuing a PhD in Computer Science and Technology at Shanghai Jiao Tong University, under the supervision of Prof. Xiaofeng Gao. His research interest focuses on data mining, prediction, and scheduling algorithms within the context of cloud services. He aims to optimize resource efficiency in the cloud while ensuring user satisfaction using machine learning and algorithmic techniques.